How to sync data from multiple sources without writing custom scripts?

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Shamiya

Updated on July 24, 2025 in

Our team is struggling with integrating data from various sources like Salesforce, Google Analytics, and internal databases. We want to avoid writing custom scripts for each. Is there a tool that simplifies this process?

Data science

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- Arindam

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HitEsh on July 24, 2025

I totally get how frustrating this can be we struggled with the same thing.
Before, we were writing custom scripts for every data source, which was a huge time sink.
Then we found some no-code tools like Fivetran and Airbyte that made life way easier.
They connect to Salesforce, Google Analytics, and databases without you having to write code for each one.
They also take care of syncing and updates automatically, which is a huge relief.
It’s not perfect, but it saves so much time and headache.
If you want to spend less time on setup and more on actually using the data, definitely check these out .

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I totally get how frustrating this can be we struggled with the same thing. Before, we were writing custom scripts for every data source, which was a huge time sink. Then we found some no-code tools like Fivetran and Airbyte that made life way easier. They connect to Salesforce, Google Analytics, and databases without you having to write code for each one. They also take care of syncing and updates automatically, which is a huge relief. It’s not perfect, but it saves so much time and headache. If you want to spend less time on setup and more on actually using the data, definitely check these out .

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Arindam on July 10, 2025

Start by pointing Fivetran at each source; it handles the connectors, schedules, and schema drift so you only worry about warehouse tables. Pair it with dbt for any transforms you actually need, letting you version SQL instead of random Python. Airbyte is a solid open-source fallback if you want to self-host and tweak connectors. I’ve also leaned on DreamFactory for spinning up quick REST endpoints when the business wants the same data fed to microservices without another script. Stick to one ingestion layer, document lineage, and the nightmare fades.